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More Reading from MarketBeat Evolv Technologies Just Sent a Strong Signal on AI Security DemandAuthored by Chris Markoch. Posted: 3/11/2026. 
Key Points- Evolv Technologies posted a Q4 earnings surprise, flipping a projected loss into a profit while topping revenue estimates by more than 5%.
- The company's AI-powered weapons-detection platform is driving recurring revenue growth, and management has raised full-year 2026 guidance.
- Competitive risks and an unproven profitability track record keep this a speculative play despite a large and growing addressable market.
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Evolv Technologies Inc. (NASDAQ: EVLV) is a leader in AI-enabled weapons detection, focused on identifying guns and other concealed weapons. The company released its fourth-quarter earnings report after the market closed on March 10. The results were solid, with the company beating expectations on both the top and bottom lines. Revenue for the quarter was $38.50 million, above the forecast of $36.44 million by 5.65%. The bigger story was the company's bottom line: adjusted earnings per share were $0.06, well ahead of expectations for a loss of $0.08 per share. Investors appeared to take a wait-and-see approach. EVLV stock was up modestly in the session after the report, recovering from an early decline of more than 2%. Stocks that trade near $5 per share often see significant volatility, and EVLV has been no exception — it is up more than 60% over the past 12 months but had fallen more than 25% in 2026 heading into the earnings release. At a time when many technology stocks, especially AI-related names, are under pressure, it's useful to understand what Evolv does and why AI is not just an add-on but a core part of its business case. How Evolv Uses AI to Modernize Security ScreeningThe key to Evolv's approach is frictionless security. Evolv builds AI-powered weapons-detection systems that allow people to pass through checkpoints without stopping to empty pockets or bags. This replaces the traditional metal-detector experience with faster, smoother entry at locations such as schools, stadiums, hospitals, and theme parks. The systems combine advanced sensors with AI to analyze signatures of guns, knives and other weapons as people move through. Rather than triggering a generic alarm, the system highlights potential threats and shows security personnel where to check. Evolv differentiates itself by focusing on speed and throughput. Its AI pattern recognition aims to distinguish likely weapons from everyday items, reducing false alarms, adding context (including some non-metal threats) and improving situational awareness compared with traditional checkpoints. Strong Revenue Growth and Recurring Revenue MomentumResults reflect that approach. Quarterly revenue rose 32% year-over-year (YOY), driven by new customers and expanded deployments among existing customers. That momentum shows up in annual recurring revenue (ARR) as well: ARR was $120.5 million for the quarter, up 21% YOY. Evolv also raised its full-year 2026 guidance. The company is forecasting total revenue of $172 million to $178 million, which implies roughly 20% YOY growth at the midpoint. It expects ARR of $145 million to $150 million, representing about 22.5% YOY growth at the midpoint. One driver of growth is Evolv's two-pronged business model. Customers can choose a pure subscription model or a purchase-subscription model. Under the pure subscription option, customers do not buy the hardware outright; they pay an all-inclusive recurring fee that bundles equipment, software, updates, service and maintenance into a single contract. With the purchase-subscription model, customers typically take on more of the hardware cost up front or separately, while still paying recurring software and service fees. That makes the subscription portion lower and more software-like. For 2026, Evolv expects roughly half of new unit deployments under the pure subscription model and the other half under the purchase-subscription model. EVLV Stock Is a Speculative Play That Could Still Work OutInvestors should be clear about what they own with EVLV stock. Revenue is growing but can be lumpy. Evolv produced profitable adjusted earnings this quarter and expects its first full year of positive adjusted EBITDA in 2026, with margins in the high single digits. The company will need to demonstrate consistent profitability for the stock to gain broader traction. Competition is another headwind. It's reasonable to question Evolv's moat, as several companies compete in the AI-enabled weapons-detection and security-screening space. At the same time, demand for these products is, unfortunately, increasing. Evolv generated $145.90 million in revenue for all of 2025. The total addressable market is forecast to be between $2 billion and $3 billion by 2030, depending on definitions and methodology. That market size leaves room for multiple players, and a meaningful portion of Evolv's revenue comes from ARR, which is contracted over long periods. Put together, EVLV remains a speculative investment that appears reasonably valued today. Investors should be mindful of the risks, but those with a higher tolerance for risk may see a long-term opportunity. | 
